Adversarial Perturbations

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  1. Perturbation Sensitivity of Maximum-Likelihood Pairwise Ranking in Computational Decision Systems

    Apr 20, 2026Junyi Yao, Zihao Zheng, Jiayu LongAlgorithmic AuditingLearning to Rank

    Washington University in St. Louis USA

  2. PPEDCRF: Dynamic-CRF-Guided Selective Perturbation for Background-Based Location Privacy in Video Sequences

    Apr 18, 2026Bo Ma, Weiqi Yan, Jinsong WuConditional Random FieldsAdversarial Perturbations

    Resideo Technologies Inc., Scottsdale, Arizona, USA · Auckland University of Technology, Auckland, New Zealand · Guilin University of Electronic Technology, Guilin, China

  3. Channel-Level Semantic Perturbations: Unlearnable Examples for Diverse Training Paradigms

    Apr 18, 2026Bo Wang, Jia Ni, Mengnan Zhao +2Adversarial ExamplesPrivacy-Preserving ML

    School of Information and Communication Engineering, Dalian University of Technology, Dalian 116024, China · School of Computer Science and Technology, Anhui University, Hefei 230601, China · School of Computer Science and Technology, Zhejiang University, Hangzhou 310058, China

  4. DefenseSplat: Enhancing the Robustness of 3D Gaussian Splatting via Frequency-Aware Filtering

    Feb 22, 2026Yiran Qiao, Yiren Lu, Yunlai Zhou +43D Gaussian Splatting3D Reconstruction

    Case Western Reserve University, Cleveland OH 44106, USA

  5. Universal Image Immunization against Diffusion-based Image Editing via Semantic Injection

    Feb 16, 2026Chanhui Lee, Donggyu Choi, Seunghyun Shin +2Adversarial RobustnessAdversarial Perturbations

    POSTECH · GIST · Yonsei University

  6. Exploring Sparsity and Smoothness of Arbitrary Lp Norms in Adversarial Attacks

    Feb 6, 2026Christof Duhme, Florian Eilers, Xiaoyi JiangAdversarial AttacksAdversarial Perturbations

    Department of Computer Science University of Münster Münster, Germany

  7. DDSA: Dual-Domain Strategic Attack for Spatial-Temporal Efficiency in Adversarial Robustness Testing

    Jan 18, 2026Jinwei Hu, Shiyuan Meng, Yi Dong +1Adversarial AttacksAdversarial Robustness

    University of Liverpool, Liverpool, UK · Shanghai Artificial Intelligence Laboratory, Shanghai, China

  8. Counterfeit Answers: Adversarial Forgery against OCR-Free Document Visual Question Answering

    Dec 4, 2025Marco Pintore, Maura Pintor, Dimosthenis Karatzas +1Visual Question AnsweringVLM Robustness

    University of Cagliari, Italy · CINI, Italy · Computer Vision Center, UAB, Spain

  9. Enhancing Adversarial Transferability through Block Stretch and Shrink

    Nov 21, 2025Quan Liu, Feng Ye, Chenhao Lu +4Adversarial AttacksAdversarial Perturbations

  10. SEBA: Sample-Efficient Black-Box Attacks on Visual Reinforcement Learning

    Nov 12, 2025Tairan Huang, Yulin Jin, Junxu Liu +2Adversarial AttacksAdversarial Perturbations

    The Hong Kong Polytechnic University Hong Kong, China

  11. Unveiling Hidden Threats: Using Fractal Triggers to Boost Stealthiness of Distributed Backdoor Attacks in Federated Learning

    Nov 12, 2025Jian Wang, Hong Shen, Chan-Tong LamAdversarial AttacksBackdoor Attacks in Federated Learning

    Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China · School of Cyberspace Security, Guangzhou University of Software, Guangzhou, China · School of Engineering and Technology, Central Queensland University, Australia

  12. UNDREAM: Bridging Differentiable Rendering and Photorealistic Simulation for End-to-end Adversarial Attacks

    Oct 19, 2025Mansi Phute, Matthew Hull, Haoran Wang +6Adversarial AttacksAdversarial Perturbations

    Georgia Institute of Technology, USA · Technology Innovation Institute, UAE

  13. On the Interaction of Compressibility and Adversarial Robustness

    Jul 23, 2025Melih Barsbey, Antônio H. Ribeiro, Umut Şimşekli +1Neural Network RobustnessAdversarial Robustness

    Department of Computing, Imperial College London, UK · Department of Information Technology, Uppsala University, Sweden · INRIA, CNRS, Département d’Informatique de l’Ecole Normale Supérieure / PSL, France

  14. On the Existence of Consistent Adversarial Attacks in High-Dimensional Linear Classification

    Jun 14, 2025Matteo Vilucchio, Lenka Zdeborová, Bruno LoureiroAdversarial AttacksAdversarial Robustness

    Information Learning and Physics Laboratory, École Polytechnique Fédérale de Lausanne (EPFL) · Statistical Physics of Computation Laboratory, École Polytechnique Fédérale de Lausanne (EPFL) · Département d’Informatique, École Normale Supérieure - PSL & CNRS, France

  15. How Vulnerable Is My Learned Policy? Universal Adversarial Perturbation Attacks On Modern Behavior Cloning Policies

    Feb 6, 2025Akansha Kalra, Basavasagar Patil, Guanhong Tao +1Adversarial RobustnessAdversarial Imitation Learning

    University of Utah

  16. Exploiting Vision Encoder Vulnerabilities for Universal Adversarial Perturbations on Large Vision-Language Models

    Dec 11, 2024Hee-Seon Kim, Minbeom Kim, Seokil Ham +1VLM RobustnessAdversarial Attacks on VLMs

    School of Electrical Engineering, KAIST, Daejeon 34141, Republic of Korea

  17. Stealthy Multi-Task Adversarial Attacks

    Nov 26, 2024Jiacheng Guo, Tianyun Zhang, Lei Li +3Adversarial AttacksAdversarial Perturbations

    Cleveland State University, Cleveland, OH 44115, USA · University of Wisconsin-Madison, Madison, WI 53706, USA · Western Digital Research, San Jose, CA 95119, USA